Agent governance is not something that should be added to agentic systems. LangSmith LLM Gateway allows you to apply rules on the same platforms where agents are built, observed, and evaluated.
LLMS
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Evals overestimate ability in creative or out-of-distribution tasks
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I think the evals overestimate ability in creative or out-of-distribution tasks.
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Nemotron 3 Ultra and the Open Model Landscape broadcast
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Nemotron 3 Ultra and the Open Model Landscape | Nemotron Labs https://
x.com/i/broadcasts/1
rGmqqeRorDGy
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Long video reasoning with DeepSeek sparse attention and multimodal MoE
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"Kwai Keye-VL-2.0 Technical Report" This paper makes long-video reasoning much more feasible by adapting DeepSeek Sparse Attention to a GQA-based multimodal MoE, reaching 256K context with only 3B active parameters. As dense attention makes hour-level context way too expensive,
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DeepSeek’s $6 million claim misleading, excludes billions in prior costs
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The DeepSeek moment was extraordinary PR.
— Nina Schick (@NinaDSchick) 16 juin 2026
A claim that a frontier model was trained for $6 million wiped over $1 trillion from US tech markets overnight.
But the number is misleading.
The $6 million refers only to the final training run. It excludes the billions already… pic.twitter.com/OmMlqjdV2EThe DeepSeek moment was extraordinary PR. A claim that a frontier model was trained for $6 million wiped over $1 trillion from US tech markets overnight. But the number is misleading. The $6 million refers only to the final training run. It excludes the billions already
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Thank you for releasing weights with a good license
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Thanks for releasing the weights with a good license
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Query about Kimi K2.7 scores and comparison
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Do we have Kimi K2.7 scores yet? If so, how does it compare?
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Mythos-class models: 4-8 months to harden IT systems
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Assuming open models continue to lag about 8-12 months behind closed source (at least in coding), the countdown to hardening IT systems against Mythos-class models is now at 4-8 months Having publicly available and relatively safe defensive Mythos-class models today is important
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Rejection of British request for access to Anthropic’s AI models
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British Prime Minister Keir Starmer reportedly asked the Trump administration for a waiver so that British nationals and companies could regain access to Anthropic's most advanced AI models. The answer was no. A spokesperson for
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Codex internal memory API endpoints for managing notes
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not exposed to the end user (for good measure) but as an in-built tool that codex can call it can do the following: memories/list
memories/read
memories/search
memories/add_ad_hoc_note